Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Enrollment, flag “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-138966	ENR	Gloria Martin	1989-09-15	UHC-38570-43	6596731875	6216 Canyon Rd # 284, Miami, FL, 33155	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-123505	ENR	Alexander Reid	1978-02-16	UHC-77022-69	5743413426	4432 Lake View Rd, Austin, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-123506	ENR	Alexander Reid	1978-02-16	UHC-77022-69	5743413426	4432 Lake View Rd, Austin, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-110515	ENR	Sandra D Cunningham	1960-02-24	UHC-43108-81	2483748310	6712 Pine Dr, Charlotte, NC, 28226	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-110485	ENR	Melissa Foster	1964-05-10	UHC-53100-46	4148654644	4912 Canyon Rd, Atlanta, GA, 30367	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120805	ENR	Wayne L Ford	1970-01-13	UHC-66292-19	9223113570	1973 Palm Dr, Chandler, AZ, 85277	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-112811	ENR	Aisha X Mason	2002-10-17	UHC-99034-92	—	7936 Willow Ct, Seattle, WA	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-140239	ENR	Lori R Lawson	1983-03-11	UHC-11019-86	5173724329	1146 Oak St, Houston, TX, 77031	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-118609	ENR	Wayne Flores	1985-04-24	UHC-28530-33	6079020059	5782 Jefferson Ave, Tampa, FL, 33631	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135454	ENR	Benjamin F Jones	2000-11-10	UHC-29222-43	4176285515	3705 Hillcrest Rd, Gilbert, AZ, 85291	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109241	ENR	Judy D Elliott	1971-04-05	UHC-82303-32	6653081200	3769 Sage Ct, Jacksonville, FL, 32293	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-133215	ENR	Christina U Lee	1955-12-17	UHC-17565-50	5399295509	1174 Oak St, Minneapolis, MN, 55419	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-131260	ENR	Keith Contreras	1964-12-24	UHC-96862-87	9154467784	4030 Palm Dr, Eden Prairie, MN, 55353	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-127268	ENR	Patricia Russlel	1942-07-08	UHC-42955-40	5573859963	754 Mesa Dr, Columbus, OH, 43252	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139323	ENR	Brandon V Smith	—	UHC-16733-19	—	8647 Park Pl, Glendale, AZ, 85350	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-104829	ENR	Mei Y Mendoza	—	UHC-90746-47	6364097441	8355 Pine Dr, Gilbert, AZ, 85299	0.64	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+2 more
ENR-131597	ENR	Joan Kennedy	1947-07-08	UHC-71568-51	6982568383	5239 Indian School Rd, Fresno, CA, 93785	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-121947	ENR	Jason Y Ray	1940-09-10	UHC-62029-61	4124497935	6764 Valley View Dr, Phoenix, AZ, 85028	0.64	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+2 more
ENR-126479	ENR	Jessica D Morrison	1960-08-27	UHC-17503-90	6717025008	383 River Rd, Fresno, CA, 93761	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126291	ENR	Abigail O Ellis	2007-08-21	UHC-11203-18	9086971154	2869 Palm Dr, Phoenix, AZ, 85047	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106407	ENR	Jacqueline T Carr	1992-04-28	UHC-24246-93	3043923076	1495 Washington St, San Diego, CA, 92113	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-135223	ENR	Thomas Q Oliver	1969-05-12	UHC-30268-27	3389560838	2143 Elm St, Sacramento, CA, 95806	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-120398	ENR	Catherine L Lawrence	1957-05-18	UHC-09218-86	3707043729	9836 Canyon Rd, Chandler, AZ, 85249	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-123233	ENR	Adam Z Ruiz	2002-03-19	UHC-93885-30	5249089026	4394 Apache Blvd, Charlotte, NC	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-138793	ENR	Justin K Matthews	2007-02-18	UHC-38023-50	2513890024	5546 Maple Ave, Charlotte, NC, 28255	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131891	ENR	Gregory W Kelley	1970-06-12	UHC-38186-66	8648333370	4795 Maple Ave, Houston, TX, 77030	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-111741	ENR	Jesse Cole	1951-08-18	UHC-22366-11	2106667069	295 Canyon Rd, Denver, CO, 80230	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111308	ENR	Tim George	1951-04-03	UHC-97376-17	6778141778	397 Sage Ct Apt 38, Denver, CO, 80240	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-130718	ENR	Nancy Grant	1979-11-04	UHC-48945-35	2933201428	8918 Ocean Ave, Denver, CO	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-104252	ENR	Heather B Santiago	1985-12-08	UHC-44859-83	6016645060	2706 Meadow Ln, Miami, FL, 33154	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-112019	ENR	Donald Walker	2002-06-26	UHC-23250-48	2969652931	6076 Palm Dr, Tempe, AZ, 85264	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
ENR-124678	ENR	Robert B Washington	1969-04-03	UHC-52616-95	9322149169	8721 Apache Blvd Apt 8, Miami, FL, 33146	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-142442	ENR	Cheryl Obrien	1938-08-14	UHC-58364-11	7489356743	7836 Union St, Chandler, AZ, 85253	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122161	ENR	Sharon Q Garcia	1967-03-09	UHC-14104-82	2519499610	2941 Bayshore Dr, Columbus, OH, 43287	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-103931	ENR	Noah M Morales	1958-04-26	UHC-68816-49	—	8322 Maple Ave, San Antonio, TX, 78212	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-101160	ENR	Jessica F Webb	1991-12-02	UHC-33021-16	2382538105	6576 Market St, Los Angeles, CA, 90041	0.64	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-139454	ENR	Melissa Gonzales	1980-10-17	—	9075525780	6827 Oak St, Tucson, AZ, 85701	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140137	ENR	Alexis Hawkins	2000-11-03	UHC-64557-63	4977365840	9371 Spring St, Tempe, AZ, 85258	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-141343	ENR	Alex Freeman	1958-08-24	UHC-40678-03	5728808464	2036 Main St, Nashville, TN, 37212	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135595	ENR	Priya D Coleman	1979-02-22	UHC-29997-83	3317127738	8189 Canyon Rd, Phoenix, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105446	ENR	Richarrd U Matthews	1958-07-27	UHC-04859-74	8945794523	276 Ridge Rd Apt 23, Orlando, FL, 32857	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-117912	ENR	Andrea Patterson	1943-10-02	UHC-20066-43	4322989936	6818 Hillcrest Rd, San Diego, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102629	ENR	Jacqueline Jensen	1938-01-19	UHC-53380-09	2775152666	6439 Oak St, Minneapolis, MN, 55465	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-107505	ENR	Hall Janice	1988-10-26	UHC-51449-87	3314123926	2256 Union St, Houston, TX, 77077	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-131228	ENR	Jennifer I Vargas	1989-11-03	UHC-26130-42	—	2753 River Rd, Plano, TX, 75058	0.64	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-115352	ENR	William Z Bailey	1967-01-23	UHC-20733-89	7724623314	5117 Park Pl, Houston, TX, 77055	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-114496	ENR	Charlotte I Payne	2005-01-13	UHC-71249-10	4724983309	2382 Grand Ave, Glendale, AZ, 85354	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-107457	ENR	Cheryl J Lane	1976-02-23	UHC-82490-30	6882841909	4254 Lake View Rd, Miami, FL, 33185	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112881	ENR	Joshua M Diaz	1983-01-17	UHC-62814-55	5379681224	5351 Lake View Rd, Chandler, AZ, 85271	0.64	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-121277	ENR	Priya Morris	1945-02-10	UHC-07834-90	7442235788	96 Mesa Dr, Eden Prairie, MN, 55385	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more

26,564 rows, page 201 of 532Previous Next